Cover Image

Medical Image Analysis Using Deep Learning and Distribution Pattern Matching Algorithm

Automation; Complex networks; Computational complexity; Deep learning; Image analysis; Medical imaging; Pattern matching; Pixels; Distribution pattern-matching rule; Distribution patterns; Gray wolf-optimized deep convolution network; Gray wolves; Learning patterns; Matching rules; Medical fields; M...

Full description

Saved in:
Bibliographic Details
Main Authors: Jaber M.M., Yussof S., Elameer A.S., Weng L.Y., Abd S.K., Nayyar A.
Other Authors: 56519461300
Format: Article
Published: Tech Science Press 2023
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.uniten.dspace-27227
record_format dspace
spelling my.uniten.dspace-272272023-05-29T17:41:16Z Medical Image Analysis Using Deep Learning and Distribution Pattern Matching Algorithm Jaber M.M. Yussof S. Elameer A.S. Weng L.Y. Abd S.K. Nayyar A. 56519461300 16023225600 57221869109 26326032700 56516784600 55201442200 Automation; Complex networks; Computational complexity; Deep learning; Image analysis; Medical imaging; Pattern matching; Pixels; Distribution pattern-matching rule; Distribution patterns; Gray wolf-optimized deep convolution network; Gray wolves; Learning patterns; Matching rules; Medical fields; Medical image analysis; Pattern matching algorithms; Pattern-matching; Convolution Artificial intelligence plays an essential role in the medical and health industries. Deep convolution networks offer valuable services and help create automated systems to perform medical image analysis. However, convolution networks examine medical images effectively; such systems require high computational complexity when recognizing the same disease-affected region. Therefore, an optimized deep convolution network is utilized for analyzing disease-affected regions in this work. Different disease-relatedmedical images are selected and examined pixel by pixel; this analysis uses the gray wolf optimized deep learning network. This method identifies affected pixels by the gray wolf hunting process. The convolution network uses an automatic learning function that predicts the disease affected by previous imaging analysis. The optimized algorithm-based selected regions are further examined using the distribution pattern-matching rule. The pattern-matching process recognizes the disease effectively, and the system's efficiency is evaluated using the MATLAB implementation process. This process ensures high accuracy of up to 99.02% to 99.37% and reduces computational complexity. � 2022 Tech Science Press. All rights reserved. Final 2023-05-29T09:41:16Z 2023-05-29T09:41:16Z 2022 Article 10.32604/cmc.2022.023387 2-s2.0-85127317573 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85127317573&doi=10.32604%2fcmc.2022.023387&partnerID=40&md5=5cb751fb30918781006e5281000059be https://irepository.uniten.edu.my/handle/123456789/27227 72 2 2175 2190 All Open Access, Gold Tech Science Press Scopus
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
description Automation; Complex networks; Computational complexity; Deep learning; Image analysis; Medical imaging; Pattern matching; Pixels; Distribution pattern-matching rule; Distribution patterns; Gray wolf-optimized deep convolution network; Gray wolves; Learning patterns; Matching rules; Medical fields; Medical image analysis; Pattern matching algorithms; Pattern-matching; Convolution
author2 56519461300
author_facet 56519461300
Jaber M.M.
Yussof S.
Elameer A.S.
Weng L.Y.
Abd S.K.
Nayyar A.
format Article
author Jaber M.M.
Yussof S.
Elameer A.S.
Weng L.Y.
Abd S.K.
Nayyar A.
spellingShingle Jaber M.M.
Yussof S.
Elameer A.S.
Weng L.Y.
Abd S.K.
Nayyar A.
Medical Image Analysis Using Deep Learning and Distribution Pattern Matching Algorithm
author_sort Jaber M.M.
title Medical Image Analysis Using Deep Learning and Distribution Pattern Matching Algorithm
title_short Medical Image Analysis Using Deep Learning and Distribution Pattern Matching Algorithm
title_full Medical Image Analysis Using Deep Learning and Distribution Pattern Matching Algorithm
title_fullStr Medical Image Analysis Using Deep Learning and Distribution Pattern Matching Algorithm
title_full_unstemmed Medical Image Analysis Using Deep Learning and Distribution Pattern Matching Algorithm
title_sort medical image analysis using deep learning and distribution pattern matching algorithm
publisher Tech Science Press
publishDate 2023
_version_ 1806427729620369408
score 13.211869

Similar Items